Teaching social behavior through human reinforcement for ad hoc teamwork-the star framework

Shani Alkoby, Avilash Rath, Peter Stone

نتاج البحث: فصل من :كتاب / تقرير / مؤتمرمنشور من مؤتمرمراجعة النظراء

7 اقتباسات (Scopus)

ملخص

As AI technology continues to develop, more and more agents will become capable of long term autonomy alongside people. Thus, a recent line of research has studied the problem of teaching autonomous agents the concept of ethics and human social norms. Most existing work considers the case of an individual agent attempting to learn a predefined set of rules. In reality however, social norms are not always pre-defined and are very difficult to represent algorithmically. Moreover, the basic idea behind the social norms concept is ensuring that one's actions do not negatively influence others' utilities, which is inherently a multiagent concept. Thus, here we investigate a way to teach agents, as a team, how to act according to human social norms. In this research, we introduce the star framework used to teach an ad hoc team of agents to act in accordance with human social norms. Using a hybrid team (agents and people), when taking an action considered to be socially unacceptable, the agents receive negative feedback from the human teammate(s) who has(have) an awareness of the team's norms. We view star as an important step towards teaching agents to act more consistently with respect to human morality.

اللغة الأصليةالإنجليزيّة
عنوان منشور المضيف18th International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2019
الصفحات1773-1775
عدد الصفحات3
رقم المعيار الدولي للكتب (الإلكتروني)9781510892002
حالة النشرنُشِر - 2019
منشور خارجيًانعم
الحدث18th International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2019 - Montreal, كندا
المدة: ١٣ مايو ٢٠١٩١٧ مايو ٢٠١٩

سلسلة المنشورات

الاسمProceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS
مستوى الصوت3
رقم المعيار الدولي للدوريات (المطبوع)1548-8403
رقم المعيار الدولي للدوريات (الإلكتروني)1558-2914

!!Conference

!!Conference18th International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2019
الدولة/الإقليمكندا
المدينةMontreal
المدة١٣/٠٥/١٩١٧/٠٥/١٩

بصمة

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